A class of widely linear quaternion blind equalisation algorithms

被引:0
|
作者
Zhang, Min [1 ,2 ,3 ]
Xiang, Min [1 ,2 ,3 ]
Zheng, Zhi [4 ]
Talebi, Sayed Pouria [5 ]
Mandic, Danilo P. [6 ]
机构
[1] School of Instrumentation and Opto-electronic Engineering, Beihang University, Beijing, China
[2] Hangzhou Innovation Institute, Beihang University, Hangzhou, China
[3] National Institute of Extremely-Weak Magnetic Field Infrastructure, Hangzhou, China
[4] School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China
[5] Computer Science Department, University of Roehampton, London, United Kingdom
[6] Department of Electrical and Electronic Engineering, Imperial College London, London, United Kingdom
基金
中国国家自然科学基金;
关键词
Adaptive filters - Blind equalization - Differentiation (calculus) - Digital arithmetic - Image coding - Linear transformations;
D O I
10.1016/j.sigpro.2024.109863
中图分类号
学科分类号
摘要
Quaternion adaptive filters have been applied extensively to model three- and four-dimensional phenomena in signal processing, but most of them require a known reference signal. In this paper, a class of widely linear quaternion-valued Godard (WL-QGodard) algorithms is derived, which include the widely linear quaternion-valued constant modulus algorithm (WL-QCMA) as a special case. The derived filter allows for signal recovery operations in the absence of reference signals to be performed directly in the quaternion domain, eliminating the need for transformation to real-valued vector algebras and preserving the advantages of the quaternion division algebra. Compared to state-of-the-art quaternion blind equalisation algorithms, the proposed algorithm models the signal transmission channel using the widely linear quaternion framework, which has more extensive applicability and can better represent real-world scenarios. Furthermore, aided by GHR calculus, for the first time, we present a performance analysis framework for the QGodard algorithm and WL-QGodard algorithms, which depicts the dynamic and their static convergence behaviours, overcoming the challenges posed by the noncommutative quaternion algebra and non-isomorphism between the quaternion equalisers and real-valued equalisers. Finally, simulation results over physically meaningful wireless communication signals indicate the effectiveness and superiority of the proposed WL-QCMA, and the validity of the theoretical performance analysis. © 2024
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